Nancy Barrett
3 Papers
Nancy Barrett is an academic researcher. The author has contributed to research in topics: Deep learning & Workflow. The author has co-authored 1 publications.
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Papers
Implementation of a Large-Scale Image Curation Workflow Using Deep Learning Framework
Amitha Domalpally,R Slater,Nancy Barrett,Rick Voland,Rohit Balaji,Jennifer Heathcote,Roomasa Channa,Barbara A Blodi +7 more
TL;DR: In this article , the authors developed and implemented an AI algorithm for image curation in a high-volume setting and explored AI tools that will assist in deploying a tiered approach, in which the AI model labels images and flags potential mislabels for human review.
Long-term effects and effect heterogeneity of lifestyle and metformin interventions on type 2 diabetes incidence over 21 years in the US Diabetes Prevention Program randomised clinical trial.
William C. Knowler,Lindsay Doherty,Sharon L Edelstein,Peter H. Bennett,Dana Dabelea,Mary A. Hoskin,Steven E. Kahn,Rita Kalyani,Catherine Kim,F. X. Pi-Sunyer,Sridharan Raghavan,Vallabh O Shah,Marinella Temprosa,Elizabeth M. Venditti,David M. Nathan,Caroline Abbas,Kathy Abbott,Solome Abebe,Ronald T. Ackermann,Kelly J. Acton,Karwyn S. Adams,Daphne T. Adelman,Elsie Adorno,Nnenna Agharanya,Khan Mohd Akbar,John Albers,F. Alan Aldrich,Teresa Alexander,Adrienne Allen,David B. Allison,David Altshuler,Denise Anderson,Ellen Anderson,Harelda Anderson,Natalie Andon,Vickie L. Andre,W. B. Applegate,Richard Arakaki,Jennifer Arceneaux,Ronald A. Arky,Vanita R. Aroda,Nancy J Aronoff,Leslie F. Atler,Ray Bain,Narleen K. Baker-Ladao,Maria Baldo,Larry B. Ballonoff,Julie A. Bamdad,Rosalyn Barber,Melanie Barkalow,Susan Barr,Nancy Barrett,Elizabeth Barrett-Connor,Sarah S Bassiouni,Heather Baumhauer,Catherine Bavido-Arrage,Ralph Beddow,Shandiin Begay,Catherine Behrends,Madeline Beltran,Catherine Benchoff,Peter H. Bennett,Mary Beth Benson,Wendy Benz,Nina Bermudez,J. Bethepu,Tsedenia Bezabeh,Liana K. Billings,Evelyn C. Bird,Laurie Bissett,Barbara Blodi,Geraldine Boggs,Kristy-Ann Bondi,Miriam A. Boraz,M.G.Z. Botrous,Alexis Bouffard,Anna Bowers,P. J. Boyle,Vanessa Bradley,Frederick L. Brancati,M. Brändle,George A. Bray,Tina Brenneman,Marjorie Bronsord,Brenda A. Broussard,Ernestine Brown,Arleen Brown,Angela L. Brown,Janet Brown,Morton B. Brown,M. Bryant,Michael Bryer-Ash,Brian C. Bucca,Maria Budget,Matthew Budoff,Mark R. Burge,J. P. Burke,Nicole A. Butler,E. Caballero,Enrico Cagliero,Jackie Callaghan,Karen M. Callaphan,J. Calles,B. Ned Calonge,Charles Campbell,Janene L. Canady,Carolyn M. Cantrell,S. Cappelli,Jose F. Caro,Mary Lou Carrion-Petersen,Caitlin E. Carter,Adrian Casillas,Paul Cassanova-Romero,Sumaya Castillo-Florez,Lisa Chai,Catherine M. Champagne,Michelle Chan,Jeanne Charleston,Annie Chatellier,Marcella Chavez,Wayman Wendell Cheatham,Ling Chen,Helen Chong.,Costas A Christophi,Kathy Chu,Lauren N. Claravall,Bart Clark,Debra Clark,Jeanne M. Clark,Lisa Clifford,Holly Cohn,Susan Y Cola,C. B. Colegrove,Kathleen Colleran,Claudia Conzues,Norman Cooeyate,S.J. Cook,Michelle Westerman Cook,E Corkery,Liane Cox,Jill P. Crandall,I. W. Culbert,Rebecca J. Culyba,Jeffrey Curtis,Kirsten Czech,Kali Nicole D'Anna,Tara Dacawyma,Samuel Dagogo-Jack,Chris Dailing,Ronald P. Danis,Christine Darwin,Samia Das,Kristin David,Matthew Davis,Mary deGroot,Linda M. Delahanty,Lynne Delve,C. DeSandre,Lorna Dias,Charlotte Peabody Dodge,Kristi Dohm,Jennifer Dolgoff,Amitha Domalpally,Richard P. Donahue,Brittnie Dotson,Yolanda F. Dotson,Matthew S. Doughty,Jonalle M. Dowden,A. Dragg,H. Duffy,Crystal Duncan,Roberta Duncan,Gregory M. Dwyer,Robert Edward Eastman,B. Eberhardt,Steven V. Edelman,Sharon L Edelstein,Cyndy Edgerton,David A. Ehrmann,Deborah Elsas,Ryan Endres,Samuel S. Engel,Alvera Enote,Cindy Evans,Gregory M. Evans,Andy Ewen,Martha Farago,Barbara Fargnoli,B. Fattaleh,Edwin S. Fineberg,Edwin Fisher,Marian L. Fitzgibbon,Hermes Florez,Jose C. Florez,Ateka Fondino,Sandra Foo,Mary Foulkes,Sarah E. Fowler,Judith Fradkin,T. Franklin,P.W Franks,Marlene Frazier,Janice Freel,Allison Friedler,Sandra L. Frieson,Wilfred Y. Fujimoto,Megan Fultz,Kevin Furlong,Deanna Gabrielson,Kishore M. Gadde,V. Gama,Om P Ganda,Ted Ganiats,Yuping Gao,Sanford A. Garfield,Rajesh Garg,Pranav S. Garimella,Jacqueline M. Ghahate,A. Giannella,Peggy Gibbs,Mimi M. Giles,Ryan Gilligan,Bonnie Gillis,Justin Glass,Marti J. Glass,Dorothy Gohdes,Ronald B Goldberg,Valerie Goldman,Barry J. Goldstein,Angela Goldstein,Ysela Gonzales,Robert Gooding,Adrienne M. Gottlieb,A. Goulding,Wendy Lyn Grant,Elaine Grassa,Alicia Greene,Frank Greenway,Edward W. Gregg,Kristina L. Grimes,Erik Groessl,Nisha Grover-Fairchild,John C. Guare,Ashley Guidi,Mathew Guido,F. G. Guillory,Stephanie Guimond,Lindsery Gurry,Angela M. Hadden,S. M. Haffner,Lori Haffner,Susan Hagamen,Sharon Hall,Richard Hamman,Ethel Faye Hampton,Robert L Hanson,Maegan Harden,Susan Harrier,Louann Harris,J.E. Harting,M. Hartmuller,K. Hattaway,Helen P Hazuda,Deloris Heard,Claire Hemphill,Robert R. Henry,S. Hensley,April A. Herbert,William H. Herman,Doris A. Hernandez-McGinnis,R. M. Hilbrich,James O Hill,Sherita Hill Golden,Marie-France Hivert,Heather Hoffman,Ashley Hogan Tjaden,Katherine Horak,Javiva Horne,Ellie Horse,Edward S. Horton,Tamara B Horwich,Mary A. Hoskin,Crystal J. Howard-Century,S. R. Hoyer,Julie Hu,Larry Hubbard,Emma Hurt,Cynthia Hurtenbach,Penny Hyde,Uzoma N. Ibebuogu,James M. Ignaut,Raed Imseis,Louise E. Ingraham,Jillian Inouye,Juan Carlos Isaac,M. Isonaga,Kathleen A. Jablonski,Merry Jackson,Marcia A. Jackson,S. D. Jackson,A. M. Jacobsen,Robert Janicek,Priscilla Jay,M. L. Jeffirs,Susan Jeffries,T. Jenkins,Dawn Jiggetts,Sujata Jinagouda,Carolyn Johannes,Deloris Merritt Johnson,Mariana K. Johnson,Cheryl K. H. Johnson,Samantha Johnson,Tara Jones,Tracy Jones,B. T. Jortberg,Hope Joseph,Steven E. Kahn,Roylen S. Kaskalla,Patricia Hawkins Katz,Richard J. Katz,Naomi M. Katzir,Karen G. Kavena,L.C. Keasler,Tracy Kellum,Susie M. Kelly,Kim Kelly-Dinham,Betty M. Kennedy,Michelle Kerr,David Kessler,Prajakta A. Khare-Ranade,Anthony Killeen,Carolyn King,Lascelles Kirby,M. S. Kirkman,A. E. Kitabchi,Stacey Kloiber,Robert H. Knopp,William C. Knowler,Kathy Kobus,M. Kocal,Gaye M. Koenning,Preethy Kolinjivadi,Jonathan A Krakoff,M. Kaye Kramer,Andrea M. Kriska,Nolan D. Kuenster,L. M. Kula,Jason Kurland,John M. Lachin,Blandine Laferrère,Milvia Lagarda,Lori Lambert,Helen Lambeth,Marycie Lamkin,Olga Lara,Mary E. Larkin,Carmen A. Larreal,Diane Larsen,Michael D. Larsen,Renee W. Latimer,Daniel Lawrence,K. E. Lawton,Fernelle Leandre,Sarah Ledbury,Jane E. Lee,Christine Lee,Dione Lenz,Lilian E. de Leon,Diana Leos,Claresa Levatan,Erma J Levy,Yabing Li,R. Liberoni,Lynne Lichtermann,Milajurine T. Lindsay,Edward W. Lipkin,Monica Lockett,Kimberly Loman,Nadege Longchamp,Carlos Lorenzo,P. Lou,Holly Love Burkott,Jennifer C. Lovejoy,Anne Susan Lowe,J.A. Luchsinger,Jennifer Lukin,Megan Lyman,Yong Ma,Michelle B. Magee,Perpetua Magpuri,M. A. Malloy,Qurashia Manjoo,J. E. Manly,Catherine Manus,Santica M. Marcovina,Michelle Marr,David G. Marrero,Arlene Martinez,H. Martinez,Kieren J. Mather,Nestoras Mathioudakis,Margaret J. Matulik,Marjorie K. Mau,E. Mayer-Davis,Gina McAtee,Cherie McCabe,Kyle McDaniel,Charles McKitrick,V. McLymont,Audrey McMaster,Wylie McNabb,D McPherson,L. E. Melancon,John S. Melish,J. Mendez,J. T. Mendoza,Boyd E. Metzger,Sara Michaels,R. J. Middelbeek,Julia Middendorf,Kathy Mikami,Marsha Miller,Margaret Mills,Pharis Mohideen,Mark E. Molitch,Maria G. Montez,Brenda Montgomery,Robert Moran,Tina Morgan,Ivy Morgan-Taggart,L. H. Morris,Henry Mosley,Pamela Mucik,Sunder Mudaliar,Marielle T Mugford,Monica Mullen,Rhea Mundra,Medha Munshi,Anne Murillo,Carmen Muro,Mary E. Murphy,Dawn Myers,Asha K. Nair,Patricia Nash,Yolanda Nashboo,Camille Natewa,David M. Nathan,Caroline Navy,Noemi Neira,Julie Nelson,Kathy Ngo,M. Nicosia,Thomas Nilan,Alicia Noel,Ebenezer Nyenwe,Matthew O'Brien,Erin O'Kelly Phillips,D. O'Leary,Kayla O’Neal,Sharon Kaʻiulani Odom,Hooman Oktaei,C. F. Oldmixon,J M Olefsky,Trevor J. Orchard,Robert Orlosky,Amy Otto,Jeong Pak,Carmen Pal,Lisa Palermo,Jocelyn Pan,Qing Pan,Jean Park,Kathy Parkes,Maureen Passaro,Avnisha Patel,Nancy Pemberton,Mary Beth Pena,Samsam C. Penn,C. Pepe,Carol Percy,Leigh Perreault,Arlette Perry,Raynette U. Perry,Jessica L Pettigrew,Kisha L. Pinner,Christopher S. Piromalli,F. X. Pi-Sunyer,Thomas H. Pitts,Catherine Serra Poirier,Steven Poirier,Evette Polczynski,Toni I Pollin,K. Polonsky,William H Polonsky,D. Pompi,Beverly Porter,Alexandra Poulos,Danielle Powell,David W. Price,Melvin J. Prince,Ronald J. Prineas,Paula Putenney,M. Quitingon,Riley Rainville,Hannah Rapoport,Amer G. Rassam,Robert E. Ratner,Pentti M. Rautaharju,Farida Rautaharju,Elyse Raymond,S. M. Reamer,Judith G. Regensteiner,Mike Reidy,James Reimers,Renee Reinhart,John Reusing,H. Ricks,Valerie Ripley,Paris J. Roach,James Rochon,Bonny Rockette-Wagner,Eileen Rooney,Maria Rosario Araneta,Susan M Roston,Jeanine Roumain,P. Rowe,Nancy D. Rowland,Debra Rowse,Robert J. Roy,Richard R. Rubin,Sofya M Rubinchik,Debra Rubinstein,S. Rubtchinsky,Rosa Ruiz,L. M. Rutledge,Donna H. Ryan,Lucy D. Ryder,Patrice Saab,Mohammed F. Saad,Monica Salazar,Alafia Samuels,Deborah A. Sanford,Sandra Sangster,Juliet Sanguily,Jessica Sansoucy,Julio V. Santiago,Ana Cristina Santiago,Alla Sapozhnikova Sapozhnikova,Andrew J. Sarkin,Christopher D. Saudek,David S. Schade,Jonathan Scheindlin,Pamela Schinleber,Emily B. Schroeder,Ann V. Schwartz,D. Schweizer,Helen M. Seagle,Ellen W Seely,A. R. Semenske,Linda Semler,Willette Senter,Janet Sewenemewa,Harry Shamoon,Sue Shapiro,R. Shaw,Hanna Sherif,Amy R. Sherman,Thomas Shields,Alan R. Shuldiner,Angela Silverman,Marsha D. Simmons,Donald Simonson,Miranda Smart,Kenneth G. Smith,Lisa L. Smith,Kellie Smith,Carissa M. Smith,Fannie Smith,Clara Mabel Smith,Jean Smith,Marietta Smith,Cheryl F. Smith,Judith E. Soberman,Elsayed Z. Soliman,Caren G. Solomon,Anthony Sosa,John Spandorfer,Jeanne Spellman,Chelsea Spencer,Preethi Srikanthan,Julia A. St. Amant,Elizabeth Stamm,Sheila Steinke,Shawne Stephens,Christine Stevens,Kerry J. Stewart,Tamara Stich,Charlotte Stimpson,Greg Strylewicz,Emily Sullivan,Maria Swift,Kati Swift,Simona Szerdi Janesch,S. Tadros,Tonya Marie Taylor,Lonnese Taylor,Laura Taylor,Karla A. Temple,L. Testaverde,Nopporn Thangthaeng,Lee E. Thomas,Celeste C. Thomas,April Thomas,Janet Ash Tobian,Norica Tomuta,Darryl Parker Tonemah,Jennifer Torio-Hurley,Gilda Trandafirescu,Dace L. Trence,Jennifer Truong,Elaine C. Tsai,Beverly Tseng,Richard T. Tulley,H. Turgeon,E Utsey,Gabriel Uwaifo,Gretchen E.H. Van,Brent VanDorsten,Pamela Vargo,B. Veciana,Karen Vejvoda,Elizabeth M. Venditti,P. C. Vicknair,Veronica Villarreal,Elissa Violino,Kristine A. Viscovich,Elizabeth A. Walker,Tatiana Walker,Fredricka Walker-Murray,Amisha Wallia,James Warram,Debra Waters,Sheila D. Watson,Pamela G. Watson,Karol Watson,Valarie A. Weinzierl,Debra Wells-Thayer,Cormarie Wernimont,Madelyn L. Wheeler,Neil H White,Tracy Whittington,Renee Wiggins,W. W. Wildman,Katherine V. Williams,Rachel Williams,Beverly Williams-Cleaves,Paula Williamson,Donald Williamson,Tara Wilson,Charlton Wilson,Rena R. Wing,J. Wylie-Rosett,Kathy Xapthalamous,Robin E. Yamamoto,Michelle Yazzie,Gretchen Youssef,Jeffrey J. Zachwieja,Ping Zhang,Zhuming Zhang,Elise Zimmerman,Joel Zonszein +671 more
Abstract: BACKGROUND
In the US Diabetes Prevention Program (DPP), a 3-year randomised clinical trial in 3234 adults with prediabetes, type 2 diabetes incidence was reduced by 58% with intensive lifestyle intervention (ILS) and by 31% with metformin, compared with placebo. We sought to assess the long-term effects and potential heterogeneity of treatment effects over approximately 21 years of follow-up.
METHODS
The DPP trial was continued with protocol modifications as the DPP Outcomes Study (DPPOS). In the DPPOS, placebo was discontinued, metformin (850 mg twice a day as tolerated) was continued after unmasking, and group-based booster intervention classes were offered to the ILS group twice a year; additionally, all participants were offered group-based lifestyle intervention four times a year. The prespecified primary outcome during DPP and DPPOS was diabetes incidence defined by American Diabetes Association criteria. The DPPOS protocol specified continued diabetes incidence as an outcome; Feb 23, 2020, was chosen as the closing date for the present analysis, as a date prior to the COVID-19 pandemic, which caused major disruptions in clinic visits and complicated longitudinal data analyses. We assessed long-term persistence of intervention effects on diabetes incidence, and heterogeneity of effects in subgroups defined by baseline diabetes risk factors. Follow-up is reported for the combined study from July 31, 1996, to Feb 23, 2020, and analysis was by intention to treat. The trial is registered with ClinicalTrials.gov, NCT00004992 (DPP) and NCT00038727 (DPPOS); follow-up is ongoing but the trial is closed to enrolment except for previous DPP participants.
FINDINGS
3195 participants originally enrolled in the DPP were included in the present analyses. This population comprised 2171 (67·9%) female participants and 1024 (32·1%) male participants, with a mean baseline age of 50·6 years (SD 10·7). Individual follow-up times ranged from 0·2 to 23·2 years (median 8·0 years [IQR 3·0 to 18·0]); remaining numbers at risk decreased sharply after 21 years because of administrative censoring and thus follow-up was considered to represent a 21-year period. During follow-up, compared with placebo, diabetes incidence rate was reduced in the original ILS group (hazard ratio [HR] 0·76 [95% CI 0·68 to 0·85], rate difference [RD] -1·59 cases [95% CI -2·25 to -0·93] per 100 person-years) and in the original metformin group (HR 0·83 [0·74 to 0·93], RD -1·17 [-1·85 to -0·49]), with corresponding increases in median diabetes-free survival of 3·5 years and 2·5 years, and mean diabetes-free survival of 2·0 years (95% CI 1·2 to 2·8) and 1·2 years (0·4 to 2·0), respectively. The diabetes cumulative incidence curves separated early, especially in the first 3 years, with lower incidence rates in the metformin and ILS groups than in the placebo group. The metformin and ILS curves progressively converged with longer follow-up. The overall treatment effects appeared to result from large early effects during the DPP. Absolute intervention effects, measured as RDs versus placebo, were greater with ILS in participants with higher values for baseline fasting glucose, HbA1c, and multivariable clinical and physiological risk indices, and with metformin in younger participants.
INTERPRETATION
The large initial intervention effects seen in the DPP trial were followed by sustained reductions in cumulative diabetes incidence for 21 years. Intervention effects were heterogeneous according to some baseline variables. These findings could guide precision interventions to help address the current type 2 diabetes epidemic.
FUNDING
US National Institute of Diabetes and Digestive and Kidney Diseases and other agencies.
TRANSLATION
For the Spanish translation of the abstract see Supplementary Materials section.
Comparison of Standard 7-Field, Clarus, and Optos Ultrawidefield Imaging Systems for Diabetic Retinopathy (COCO Study)
Nicole Duncan,Nancy Barrett,Kathleen R Schildroth,Jonathan S. Chang,Roomasa Channa,Kelsey Rickels,Amitha Domalpally,Barbara L. Blodi +7 more
TL;DR: Findings suggest that when evaluating the 7F area on Clarus and Optos, DR severity grades are comparable to standard 7F imaging, however, it is important to understand the unique attributes and differences of each fundus camera when changing the type of system used in a clinical setting due to upgrading equipment.